CAIRO—Egypt's Muslim Brotherhood accused the country's military of massacring dozens of its supporters during dawntime prayers in Cairo on Monday, as Egypt's deadliest clashes in years between the army and Islamists pushed the country toward armed conflict.

At least 53 people were killed and more than 400 wounded, Egypt's official media said, in a clash between the military and supporters of Mohammed Morsi, who had gathered near the...